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SQL-to-Text

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Gated Graph Sequence Neural Networks

17 Nov 2015Microsoft/gated-graph-neural-network-samples

Graph-structured data appears frequently in domains including chemistry, natural language semantics, social networks, and knowledge bases.

DRUG DISCOVERY GRAPH CLASSIFICATION NODE CLASSIFICATION SQL-TO-TEXT

Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks

ICLR 2019 IBM/Graph2Seq

Our method first generates the node and graph embeddings using an improved graph-based neural network with a novel aggregation strategy to incorporate edge direction information in the node embeddings.

GRAPH-TO-SEQUENCE SQL-TO-TEXT TEXT GENERATION

SQL-to-Text Generation with Graph-to-Sequence Model

EMNLP 2018 IBM/SQL-to-Text

Previous work approaches the SQL-to-text generation task using vanilla Seq2Seq models, which may not fully capture the inherent graph-structured information in SQL query.

GRAPH-TO-SEQUENCE SQL-TO-TEXT TEXT GENERATION